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There is a lot of related research out there. You can look at contextual bandit problems, which is the basis for "Monte Carlo Tree Search". Here some clever bookkeeping is used to make sure that branches that looked bad but haven't been explored recently will still get explored eventually. This results in the UCT algorithm, which then got used in ...

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